{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Bokeh 是一个专门针对Web浏览器实现呈现交互可视化Python库\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import sys\n",
    "sys.path.insert(0, '/Users/sundong/Desktop/个人/AQF/gitcafe/abu/')\n",
    "from abupy import ABuSymbolPd\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>volume</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>p_change</th>\n",
       "      <th>date</th>\n",
       "      <th>date_week</th>\n",
       "      <th>key</th>\n",
       "      <th>atr21</th>\n",
       "      <th>atr14</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-12-24</th>\n",
       "      <td>313.5</td>\n",
       "      <td>314.50</td>\n",
       "      <td>295.195</td>\n",
       "      <td>295.39</td>\n",
       "      <td>5559913</td>\n",
       "      <td>319.77</td>\n",
       "      <td>-7.624</td>\n",
       "      <td>20181224</td>\n",
       "      <td>0</td>\n",
       "      <td>313</td>\n",
       "      <td>18.7935</td>\n",
       "      <td>19.6343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-26</th>\n",
       "      <td>300.0</td>\n",
       "      <td>326.97</td>\n",
       "      <td>294.090</td>\n",
       "      <td>326.09</td>\n",
       "      <td>8163138</td>\n",
       "      <td>295.39</td>\n",
       "      <td>10.393</td>\n",
       "      <td>20181226</td>\n",
       "      <td>2</td>\n",
       "      <td>314</td>\n",
       "      <td>20.0741</td>\n",
       "      <td>21.4004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-27</th>\n",
       "      <td>300.0</td>\n",
       "      <td>326.97</td>\n",
       "      <td>294.090</td>\n",
       "      <td>326.09</td>\n",
       "      <td>8163138</td>\n",
       "      <td>326.09</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20181227</td>\n",
       "      <td>3</td>\n",
       "      <td>315</td>\n",
       "      <td>21.2382</td>\n",
       "      <td>22.9310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-28</th>\n",
       "      <td>300.0</td>\n",
       "      <td>326.97</td>\n",
       "      <td>294.090</td>\n",
       "      <td>326.09</td>\n",
       "      <td>8163138</td>\n",
       "      <td>326.09</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20181228</td>\n",
       "      <td>4</td>\n",
       "      <td>316</td>\n",
       "      <td>22.2966</td>\n",
       "      <td>24.2575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-31</th>\n",
       "      <td>300.0</td>\n",
       "      <td>326.97</td>\n",
       "      <td>294.090</td>\n",
       "      <td>326.09</td>\n",
       "      <td>8163138</td>\n",
       "      <td>326.09</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20181231</td>\n",
       "      <td>0</td>\n",
       "      <td>317</td>\n",
       "      <td>23.2587</td>\n",
       "      <td>25.4072</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             open    high      low   close   volume  pre_close  p_change  \\\n",
       "2018-12-24  313.5  314.50  295.195  295.39  5559913     319.77    -7.624   \n",
       "2018-12-26  300.0  326.97  294.090  326.09  8163138     295.39    10.393   \n",
       "2018-12-27  300.0  326.97  294.090  326.09  8163138     326.09     0.000   \n",
       "2018-12-28  300.0  326.97  294.090  326.09  8163138     326.09     0.000   \n",
       "2018-12-31  300.0  326.97  294.090  326.09  8163138     326.09     0.000   \n",
       "\n",
       "                date  date_week  key    atr21    atr14  \n",
       "2018-12-24  20181224          0  313  18.7935  19.6343  \n",
       "2018-12-26  20181226          2  314  20.0741  21.4004  \n",
       "2018-12-27  20181227          3  315  21.2382  22.9310  \n",
       "2018-12-28  20181228          4  316  22.2966  24.2575  \n",
       "2018-12-31  20181231          0  317  23.2587  25.4072  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取特斯拉电动车两年的股票\n",
    "tsla_df = ABuSymbolPd.make_kl_df('usTSLA', n_folds=2)\n",
    "tsla_df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 使用bokeh绘制可交互的K线图\n",
    "from abupy import ABuMarketDrawing \n",
    "ABuMarketDrawing.plot_candle_form_klpd(tsla_df, html_bk=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        NaN\n",
       "1        NaN\n",
       "2     1.7321\n",
       "3    12.5300\n",
       "4    14.4222\n",
       "dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 计算收益波动一般会使用pd.rolling_std()函数 和 rolling_std()函数\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "demo_list = np.array([2,3,4,16,20])\n",
    "demo_series = pd.Series(demo_list)\n",
    "# 以3天为周期计算波动\n",
    "demo_window = 3 \n",
    "# pd.rolling_std*np.sqrt\n",
    "# pd.rolling_std(demo_list, window=demo_window, center=False)*np.sqrt(demo_window)\n",
    "demo_series.rolling(3).std()*np.sqrt(demo_window)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c23a3fda0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制股票的价格 与 30日均线 60日均线 90日均线\n",
    "tsla_df.close.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1c2702e668>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tsla_df.close.plot()\n",
    "# 30日均线\n",
    "tsla_df.close.rolling(30).mean().plot()\n",
    "# 60日均线\n",
    "tsla_df.close.rolling(60).mean().plot()\n",
    "# 90日均线\n",
    "tsla_df.close.rolling(90).mean().plot()\n",
    "plt.legend(['close', 'm 30', 'm 60', 'm 90'], loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
